{"id":"W4200438211","doi":"10.48083/ofwx4645","title":"Gadolinium Contrast in the Bladder: A Malignant Mimic","year":2021,"lang":"fr","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Urinary and Genital Oncology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gadolinium; Contrast (vision); Medicine; Radiology; Nuclear medicine; Chemistry; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001633902,0.0002909564,0.0005286122,0.0001108916,0.0003203346,0.00009854867,0.000468581,0.0003190376,0.002897342],"category_scores_gemma":[0.001538161,0.0002158729,0.0004408074,0.0002599198,0.0005576303,0.0002164973,0.0001900515,0.001927358,0.0002073596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003640514,"about_ca_system_score_gemma":0.0008354809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001767667,"about_ca_topic_score_gemma":0.0001323736,"domain_scores_codex":[0.9966766,0.0008739169,0.000815157,0.0003436457,0.0005696848,0.0007210477],"domain_scores_gemma":[0.9970231,0.001773948,0.0003246939,0.0002375025,0.0005066216,0.0001341143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002540315,0.009979383,0.4045382,0.0002705468,0.007431359,0.1038878,0.01664554,0.0005380557,0.002784792,0.03029955,0.3454429,0.07564157],"study_design_scores_gemma":[0.008403808,0.002341301,0.4117224,0.0004578111,0.0009183869,0.04458862,0.03592064,0.0004857914,0.0004768787,0.01846406,0.4757318,0.0004885197],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5204173,0.1509521,0.000210255,0.2658038,0.01373499,0.000320278,0.00008367973,0.00002404745,0.04845363],"genre_scores_gemma":[0.9226755,0.02187681,0.0003182258,0.01679623,0.005034401,0.00003213269,0.00003466057,0.00001815301,0.03321384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4022583,"threshold_uncertainty_score":0.9980142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05767408693204275,"score_gpt":0.3536599312790025,"score_spread":0.2959858443469597,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}